Pandas Profiling Report

Dataset statistics

Number of variables	35
Number of observations	19219
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.1 MiB
Average record size in memory	280.0 B

Variable types

Numeric	25
Categorical	10

Alerts

`Edges_X_Index` is highly overall correlated with `LogOfAreas` and 6 other fields	High correlation
`Edges_Y_Index` is highly overall correlated with `Empty_Index` and 10 other fields	High correlation
`Empty_Index` is highly overall correlated with `Edges_Y_Index` and 3 other fields	High correlation
`K_Scatch` is highly overall correlated with `Edges_Y_Index` and 10 other fields	High correlation
`LogOfAreas` is highly overall correlated with `Edges_X_Index` and 12 other fields	High correlation
`Log_X_Index` is highly overall correlated with `Edges_Y_Index` and 10 other fields	High correlation
`Log_Y_Index` is highly overall correlated with `Edges_X_Index` and 10 other fields	High correlation
`Luminosity_Index` is highly overall correlated with `Maximum_of_Luminosity` and 1 other fields	High correlation
`Maximum_of_Luminosity` is highly overall correlated with `Luminosity_Index`	High correlation
`Minimum_of_Luminosity` is highly overall correlated with `K_Scatch` and 3 other fields	High correlation
`Orientation_Index` is highly overall correlated with `Edges_Y_Index` and 1 other fields	High correlation
`Outside_Global_Index` is highly overall correlated with `Orientation_Index`	High correlation
`Outside_X_Index` is highly overall correlated with `Edges_Y_Index` and 10 other fields	High correlation
`Pixels_Areas` is highly overall correlated with `Edges_X_Index` and 11 other fields	High correlation
`SigmoidOfAreas` is highly overall correlated with `Edges_X_Index` and 10 other fields	High correlation
`Stains` is highly overall correlated with `LogOfAreas` and 1 other fields	High correlation
`Steel_Plate_Thickness` is highly overall correlated with `TypeOfSteel_A300` and 1 other fields	High correlation
`Sum_of_Luminosity` is highly overall correlated with `Edges_X_Index` and 10 other fields	High correlation
`TypeOfSteel_A300` is highly overall correlated with `Steel_Plate_Thickness` and 1 other fields	High correlation
`TypeOfSteel_A400` is highly overall correlated with `Steel_Plate_Thickness` and 1 other fields	High correlation
`X_Maximum` is highly overall correlated with `X_Minimum`	High correlation
`X_Minimum` is highly overall correlated with `X_Maximum`	High correlation
`X_Perimeter` is highly overall correlated with `Edges_X_Index` and 11 other fields	High correlation
`Y_Maximum` is highly overall correlated with `Y_Minimum`	High correlation
`Y_Minimum` is highly overall correlated with `Y_Maximum`	High correlation
`Y_Perimeter` is highly overall correlated with `Edges_X_Index` and 10 other fields	High correlation
`Pastry` is highly imbalanced (61.1%)	Imbalance
`Z_Scratch` is highly imbalanced (67.3%)	Imbalance
`Stains` is highly imbalanced (80.8%)	Imbalance
`Dirtiness` is highly imbalanced (83.0%)	Imbalance
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`X_Minimum` has 326 (1.7%) zeros	Zeros
`Edges_Index` has 447 (2.3%) zeros	Zeros
`Orientation_Index` has 735 (3.8%) zeros	Zeros

Reproduction

Analysis started	2024-03-08 17:00:50.124213
Analysis finished	2024-03-08 17:02:34.377181
Duration	1 minute and 44.25 seconds
Software version	ydata-profiling vv4.6.3
Download configuration	config.json

id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	19219
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9609

Minimum	0
Maximum	19218
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0
5-th percentile	960.9
Q1	4804.5
median	9609
Q3	14413.5
95-th percentile	18257.1
Maximum	19218
Range	19218
Interquartile range (IQR)	9609

Descriptive statistics

Standard deviation	5548.1917
Coefficient of variation (CV)	0.57739533
Kurtosis	-1.2
Mean	9609
Median Absolute Deviation (MAD)	4805
Skewness	0
Sum	1.8467537 × 10⁸
Variance	30782432
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
12819	1	< 0.1%
12817	1	< 0.1%
12816	1	< 0.1%
12815	1	< 0.1%
12814	1	< 0.1%
12813	1	< 0.1%
12812	1	< 0.1%
12811	1	< 0.1%
12810	1	< 0.1%
Other values (19209)	19209	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
19218	1	< 0.1%
19217	1	< 0.1%
19216	1	< 0.1%
19215	1	< 0.1%
19214	1	< 0.1%
19213	1	< 0.1%
19212	1	< 0.1%
19211	1	< 0.1%
19210	1	< 0.1%
19209	1	< 0.1%

X_Minimum
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1191
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	709.85468

Minimum	0
Maximum	1705
Zeros	326
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	49
median	777
Q3	1152
95-th percentile	1579
Maximum	1705
Range	1705
Interquartile range (IQR)	1103

Descriptive statistics

Standard deviation	531.54419
Coefficient of variation (CV)	0.74880705
Kurtosis	-1.3276815
Mean	709.85468
Median Absolute Deviation (MAD)	474
Skewness	0.016978784
Sum	13642697
Variance	282539.22
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	1601	8.3%
41	1489	7.7%
0	326	1.7%
1325	155	0.8%
1065	148	0.8%
621	133	0.7%
9	108	0.6%
1245	106	0.6%
853	94	0.5%
13	92	0.5%
Other values (1181)	14967	77.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	326	1.7%
1	36	0.2%
2	59	0.3%
3	15	0.1%
4	63	0.3%
5	56	0.3%
6	54	0.3%
7	31	0.2%
8	25	0.1%
9	108	0.6%

Value	Count	Frequency (%)
1705	3	< 0.1%
1695	1	< 0.1%
1689	2	< 0.1%
1688	11	0.1%
1687	23	0.1%
1683	6	< 0.1%
1682	8	< 0.1%
1680	3	< 0.1%
1679	1	< 0.1%
1678	14	0.1%

X_Maximum
Real number (ℝ)

HIGH CORRELATION

Distinct	1259
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	753.85764

Minimum	4
Maximum	1713
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	4
5-th percentile	27
Q1	214
median	796
Q3	1165
95-th percentile	1592
Maximum	1713
Range	1709
Interquartile range (IQR)	951

Descriptive statistics

Standard deviation	499.8366
Coefficient of variation (CV)	0.66303845
Kurtosis	-1.2571896
Mean	753.85764
Median Absolute Deviation (MAD)	466
Skewness	0.072164898
Sum	14488390
Variance	249836.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
214	376	2.0%
216	374	1.9%
212	360	1.9%
218	232	1.2%
1332	177	0.9%
192	161	0.8%
194	160	0.8%
191	154	0.8%
211	129	0.7%
1084	127	0.7%
Other values (1249)	16969	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	6	< 0.1%
5	5	< 0.1%
6	4	< 0.1%
8	20	0.1%
9	31	0.2%
10	31	0.2%
11	22	0.1%
12	76	0.4%
13	67	0.3%
14	78	0.4%

Value	Count	Frequency (%)
1713	4	< 0.1%
1712	1	< 0.1%
1711	1	< 0.1%
1698	2	< 0.1%
1696	14	0.1%
1695	1	< 0.1%
1694	20	0.1%
1692	4	< 0.1%
1690	6	< 0.1%
1689	6	< 0.1%

Y_Minimum
Real number (ℝ)

HIGH CORRELATION

Distinct	3345
Distinct (%)	17.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1849756

Minimum	6712
Maximum	12987661
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	6712
5-th percentile	96812
Q1	657468
median	1398169
Q3	2368032
95-th percentile	5367324
Maximum	12987661
Range	12980949
Interquartile range (IQR)	1710564

Descriptive statistics

Standard deviation	1903553.9
Coefficient of variation (CV)	1.0290837
Kurtosis	8.8679561
Mean	1849756
Median Absolute Deviation (MAD)	826646
Skewness	2.5788578
Sum	3.5550461 × 10¹⁰
Variance	3.6235173 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1740121	53	0.3%
879259	50	0.3%
1786253	47	0.2%
5851552	43	0.2%
7754878	43	0.2%
1647908	42	0.2%
2887095	41	0.2%
2488529	41	0.2%
1084661	40	0.2%
2886302	40	0.2%
Other values (3335)	18779	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6712	4	< 0.1%
7003	19	0.1%
7430	33	0.2%
7851	4	< 0.1%
9007	5	< 0.1%
9228	7	< 0.1%
9246	3	< 0.1%
12799	8	< 0.1%
13302	2	< 0.1%
13320	2	< 0.1%

Value	Count	Frequency (%)
12987661	30	0.2%
12920561	1	< 0.1%
12917033	3	< 0.1%
12806495	8	< 0.1%
12725281	9	< 0.1%
12577343	1	< 0.1%
12438460	4	< 0.1%
12425281	1	< 0.1%
12416489	1	< 0.1%
12416454	2	< 0.1%

Y_Maximum
Real number (ℝ)

HIGH CORRELATION

Distinct	3341
Distinct (%)	17.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1846605.3

Minimum	6724
Maximum	12987692
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	6724
5-th percentile	97109.8
Q1	657502
median	1398179
Q3	2362511
95-th percentile	5367377
Maximum	12987692
Range	12980968
Interquartile range (IQR)	1705009

Descriptive statistics

Standard deviation	1896295.1
Coefficient of variation (CV)	1.0269087
Kurtosis	8.8421079
Mean	1846605.3
Median Absolute Deviation (MAD)	826641
Skewness	2.5719886
Sum	3.5489908 × 10¹⁰
Variance	3.5959353 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1740188	53	0.3%
879265	50	0.3%
1786320	47	0.2%
2887114	44	0.2%
7754931	42	0.2%
5851560	42	0.2%
909492	40	0.2%
2488541	40	0.2%
618502	40	0.2%
2886367	38	0.2%
Other values (3331)	18783	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6724	4	< 0.1%
7020	20	0.1%
7458	32	0.2%
7865	4	< 0.1%
9033	5	< 0.1%
9228	1	< 0.1%
9246	6	< 0.1%
9253	1	< 0.1%
12804	8	< 0.1%
13320	12	0.1%

Value	Count	Frequency (%)
12987692	30	0.2%
12920662	1	< 0.1%
12917094	2	< 0.1%
12917040	1	< 0.1%
12806520	8	< 0.1%
12725314	9	< 0.1%
12577396	1	< 0.1%
12438491	2	< 0.1%
12425575	1	< 0.1%
12416473	2	< 0.1%

Pixels_Areas
Real number (ℝ)

HIGH CORRELATION

Distinct	1154
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1683.9876

Minimum	6
Maximum	152655
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	6
5-th percentile	51
Q1	89
median	168
Q3	653
95-th percentile	9596.1
Maximum	152655
Range	152649
Interquartile range (IQR)	564

Descriptive statistics

Standard deviation	3730.3199
Coefficient of variation (CV)	2.2151706
Kurtosis	181.7372
Mean	1683.9876
Median Absolute Deviation (MAD)	102
Skewness	6.9785633
Sum	32364558
Variance	13915286
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	260	1.4%
114	223	1.2%
101	215	1.1%
55	203	1.1%
108	181	0.9%
74	180	0.9%
184	175	0.9%
110	168	0.9%
170	168	0.9%
140	165	0.9%
Other values (1144)	17281	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	26	0.1%
8	3	< 0.1%
9	3	< 0.1%
10	4	< 0.1%
11	6	< 0.1%
12	97	0.5%
13	1	< 0.1%
14	1	< 0.1%
15	11	0.1%
16	150	0.8%

Value	Count	Frequency (%)
152655	1	< 0.1%
109075	1	< 0.1%
38376	1	< 0.1%
37376	1	< 0.1%
37334	1	< 0.1%
25906	1	< 0.1%
25473	3	< 0.1%
25323	2	< 0.1%
24365	3	< 0.1%
22554	5	< 0.1%

X_Perimeter
Real number (ℝ)

HIGH CORRELATION

Distinct	460
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.654665

Minimum	2
Maximum	7553
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	15
median	25
Q3	64
95-th percentile	578
Maximum	7553
Range	7551
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	177.82138
Coefficient of variation (CV)	1.8589933
Kurtosis	167.40848
Mean	95.654665
Median Absolute Deviation (MAD)	13
Skewness	6.3180969
Sum	1838387
Variance	31620.444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	867	4.5%
12	859	4.5%
14	738	3.8%
13	704	3.7%
18	623	3.2%
10	587	3.1%
20	549	2.9%
11	519	2.7%
16	511	2.7%
9	498	2.6%
Other values (450)	12764	66.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	2	< 0.1%
3	9	< 0.1%
4	42	0.2%
5	98	0.5%
6	181	0.9%
7	137	0.7%
8	275	1.4%
9	498	2.6%
10	587	3.1%
11	519	2.7%

Value	Count	Frequency (%)
7553	1	< 0.1%
1193	3	< 0.1%
1169	3	< 0.1%
1139	1	< 0.1%
1138	4	< 0.1%
1089	1	< 0.1%
1084	2	< 0.1%
1050	2	< 0.1%
1029	1	< 0.1%
1022	6	< 0.1%

Y_Perimeter
Real number (ℝ)

HIGH CORRELATION

Distinct	331
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.124096

Minimum	1
Maximum	903
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	14
median	23
Q3	61
95-th percentile	357
Maximum	903
Range	902
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	101.05418
Coefficient of variation (CV)	1.5759158
Kurtosis	9.2920044
Mean	64.124096
Median Absolute Deviation (MAD)	12
Skewness	2.9774109
Sum	1232401
Variance	10211.947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	865	4.5%
12	854	4.4%
10	689	3.6%
14	658	3.4%
15	594	3.1%
13	588	3.1%
17	570	3.0%
20	557	2.9%
18	490	2.5%
8	442	2.3%
Other values (321)	12912	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	5	< 0.1%
3	45	0.2%
4	346	1.8%
5	155	0.8%
6	190	1.0%
7	299	1.6%
8	442	2.3%
9	307	1.6%
10	689	3.6%

Value	Count	Frequency (%)
903	1	< 0.1%
748	1	< 0.1%
712	2	< 0.1%
709	5	< 0.1%
696	1	< 0.1%
684	3	< 0.1%
680	3	< 0.1%
605	2	< 0.1%
604	3	< 0.1%
597	5	< 0.1%

Sum_of_Luminosity
Real number (ℝ)

HIGH CORRELATION

Distinct	2595
Distinct (%)	13.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	191846.68

Minimum	250
Maximum	11591414
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	250
5-th percentile	4674
Q1	9848
median	18238
Q3	67978
95-th percentile	1238454
Maximum	11591414
Range	11591164
Interquartile range (IQR)	58130

Descriptive statistics

Standard deviation	442024.69
Coefficient of variation (CV)	2.3040519
Kurtosis	121.21044
Mean	191846.68
Median Absolute Deviation (MAD)	11093
Skewness	6.6894481
Sum	3.6871013 × 10⁹
Variance	1.9538583 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12587	54	0.3%
16308	50	0.3%
13352	48	0.2%
12886	47	0.2%
6884	46	0.2%
21321	45	0.2%
7446	42	0.2%
654358	41	0.2%
684236	39	0.2%
13351	38	0.2%
Other values (2585)	18769	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
250	1	< 0.1%
255	5	< 0.1%
453	1	< 0.1%
610	1	< 0.1%
612	1	< 0.1%
705	1	< 0.1%
718	10	0.1%
745	1	< 0.1%
763	1	< 0.1%
764	10	0.1%

Value	Count	Frequency (%)
11591414	5	< 0.1%
4639309	1	< 0.1%
3918209	1	< 0.1%
3061597	1	< 0.1%
3037459	4	< 0.1%
3035252	1	< 0.1%
2935414	6	< 0.1%
2918209	1	< 0.1%
2712104	4	< 0.1%
2638402	6	< 0.1%

Minimum_of_Luminosity
Real number (ℝ)

HIGH CORRELATION

Distinct	162
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.808419

Minimum	0
Maximum	196
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0
5-th percentile	35
Q1	70
median	90
Q3	105
95-th percentile	120
Maximum	196
Range	196
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	28.800344
Coefficient of variation (CV)	0.33959298
Kurtosis	-0.0026939772
Mean	84.808419
Median Absolute Deviation (MAD)	17
Skewness	-0.33058067
Sum	1629933
Variance	829.45981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84	540	2.8%
77	500	2.6%
97	483	2.5%
104	464	2.4%
91	451	2.3%
95	407	2.1%
96	407	2.1%
99	401	2.1%
89	389	2.0%
101	380	2.0%
Other values (152)	14797	77.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
2	2	< 0.1%
4	3	< 0.1%
6	1	< 0.1%
7	4	< 0.1%
9	5	< 0.1%
11	6	< 0.1%
14	4	< 0.1%
15	1	< 0.1%
16	7	< 0.1%

Value	Count	Frequency (%)
196	1	< 0.1%
195	14	0.1%
192	9	< 0.1%
191	1	< 0.1%
190	11	0.1%
179	4	< 0.1%
178	24	0.1%
177	4	< 0.1%
175	1	< 0.1%
173	2	< 0.1%

Maximum_of_Luminosity
Real number (ℝ)

HIGH CORRELATION

Distinct	98
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.64738

Minimum	39
Maximum	253
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	39
5-th percentile	108
Q1	124
median	127
Q3	135
95-th percentile	143
Maximum	253
Range	214
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	14.196976
Coefficient of variation (CV)	0.11035573
Kurtosis	9.7839763
Mean	128.64738
Median Absolute Deviation (MAD)	6
Skewness	1.1711995
Sum	2472474
Variance	201.55413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127	2436	12.7%
124	2146	11.2%
126	1936	10.1%
141	1550	8.1%
132	1237	6.4%
125	1019	5.3%
133	918	4.8%
134	914	4.8%
140	805	4.2%
135	758	3.9%
Other values (88)	5500	28.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
39	1	< 0.1%
71	12	0.1%
77	9	< 0.1%
78	7	< 0.1%
79	7	< 0.1%
82	6	< 0.1%
84	77	0.4%
85	1	< 0.1%
86	57	0.3%
87	12	0.1%

Value	Count	Frequency (%)
253	2	< 0.1%
252	8	< 0.1%
247	2	< 0.1%
236	2	< 0.1%
222	1	< 0.1%
213	4	< 0.1%
212	19	0.1%
210	2	< 0.1%
207	24	0.1%
206	5	< 0.1%

Length_of_Conveyer
Real number (ℝ)

Distinct	99
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1459.3507

Minimum	1227
Maximum	1794
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	1227
5-th percentile	1353
Q1	1358
median	1364
Q3	1652
95-th percentile	1692
Maximum	1794
Range	567
Interquartile range (IQR)	294

Descriptive statistics

Standard deviation	145.56869
Coefficient of variation (CV)	0.099748938
Kurtosis	-1.2141739
Mean	1459.3507
Median Absolute Deviation (MAD)	9
Skewness	0.85524698
Sum	28047262
Variance	21190.243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1358	2844	14.8%
1356	1950	10.1%
1360	1720	8.9%
1362	1251	6.5%
1364	1183	6.2%
1692	1141	5.9%
1687	973	5.1%
1690	784	4.1%
1353	761	4.0%
1354	636	3.3%
Other values (89)	5976	31.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1227	3	< 0.1%
1280	5	< 0.1%
1300	1	< 0.1%
1306	23	0.1%
1308	9	< 0.1%
1318	1	< 0.1%
1320	6	< 0.1%
1322	23	0.1%
1324	1	< 0.1%
1327	1	< 0.1%

Value	Count	Frequency (%)
1794	1	< 0.1%
1715	5	< 0.1%
1712	4	< 0.1%
1710	39	0.2%
1708	8	< 0.1%
1707	3	< 0.1%
1700	10	0.1%
1698	179	0.9%
1696	226	1.2%
1694	324	1.7%

TypeOfSteel_A300
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	11480
1	7739

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	19219
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	11480	59.7%
1	7739	40.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	11480	59.7%
1	7739	40.3%

Most occurring characters

Value	Count	Frequency (%)
0	11480	59.7%
1	7739	40.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19219	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11480	59.7%
1	7739	40.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	19219	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11480	59.7%
1	7739	40.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19219	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11480	59.7%
1	7739	40.3%

TypeOfSteel_A400
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

1	11461
0	7758

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	19219
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	11461	59.6%
0	7758	40.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	11461	59.6%
0	7758	40.4%

Most occurring characters

Value	Count	Frequency (%)
1	11461	59.6%
0	7758	40.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19219	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	11461	59.6%
0	7758	40.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	19219	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	11461	59.6%
0	7758	40.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19219	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	11461	59.6%
0	7758	40.4%

Steel_Plate_Thickness
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.213122

Minimum	40
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	40
5-th percentile	40
Q1	40
median	69
Q3	80
95-th percentile	200
Maximum	300
Range	260
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	53.93196
Coefficient of variation (CV)	0.70764664
Kurtosis	5.7593797
Mean	76.213122
Median Absolute Deviation (MAD)	29
Skewness	2.3574486
Sum	1464740
Variance	2908.6563
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
40	7625	39.7%
70	3703	19.3%
80	1661	8.6%
100	1433	7.5%
50	1011	5.3%
60	856	4.5%
200	748	3.9%
300	434	2.3%
175	396	2.1%
69	283	1.5%
Other values (17)	1069	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40	7625	39.7%
50	1011	5.3%
60	856	4.5%
69	283	1.5%
70	3703	19.3%
80	1661	8.6%
81	1	< 0.1%
85	21	0.1%
86	1	< 0.1%
90	211	1.1%

Value	Count	Frequency (%)
300	434	2.3%
290	11	0.1%
250	8	< 0.1%
220	105	0.5%
211	18	0.1%
200	748	3.9%
185	116	0.6%
180	7	< 0.1%
175	396	2.1%
159	1	< 0.1%

Edges_Index
Real number (ℝ)

ZEROS

Distinct	1849
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35293936

Minimum	0
Maximum	0.9952
Zeros	447
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0071
Q1	0.0586
median	0.2385
Q3	0.6561
95-th percentile	0.9135
Maximum	0.9952
Range	0.9952
Interquartile range (IQR)	0.5975

Descriptive statistics

Standard deviation	0.31897603
Coefficient of variation (CV)	0.90377008
Kurtosis	-1.2068928
Mean	0.35293936
Median Absolute Deviation (MAD)	0.196
Skewness	0.54336054
Sum	6783.1416
Variance	0.10174571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0604	761	4.0%
0.0574	529	2.8%
0	447	2.3%
0.0557	334	1.7%
0.0605	294	1.5%
0.0575	257	1.3%
0.0585	256	1.3%
0.0556	188	1.0%
0.0586	165	0.9%
0.0325	157	0.8%
Other values (1839)	15831	82.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	447	2.3%
0.0012	7	< 0.1%
0.0014	7	< 0.1%
0.0015	35	0.2%
0.0023	7	< 0.1%
0.0024	124	0.6%
0.003	6	< 0.1%
0.0035	3	< 0.1%
0.0036	17	0.1%
0.0041	1	< 0.1%

Value	Count	Frequency (%)
0.9952	10	0.1%
0.9929	1	< 0.1%
0.9923	8	< 0.1%
0.9905	10	0.1%
0.9897	4	< 0.1%
0.9846	19	0.1%
0.9836	3	< 0.1%
0.9835	4	< 0.1%
0.9834	8	< 0.1%
0.9816	5	< 0.1%

Empty_Index
Real number (ℝ)

HIGH CORRELATION

Distinct	1748
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40930948

Minimum	0
Maximum	0.9275
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2153
Q1	0.3175
median	0.4135
Q3	0.4946
95-th percentile	0.6234
Maximum	0.9275
Range	0.9275
Interquartile range (IQR)	0.1771

Descriptive statistics

Standard deviation	0.12414349
Coefficient of variation (CV)	0.30329982
Kurtosis	-0.17418332
Mean	0.40930948
Median Absolute Deviation (MAD)	0.0892
Skewness	0.19922437
Sum	7866.5189
Variance	0.015411606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3333	289	1.5%
0.25	229	1.2%
0.2778	177	0.9%
0.2	164	0.9%
0.4167	150	0.8%
0.4286	139	0.7%
0.3636	139	0.7%
0.3	137	0.7%
0.4	126	0.7%
0.5	122	0.6%
Other values (1738)	17547	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.0118	1	< 0.1%
0.0278	4	< 0.1%
0.0322	1	< 0.1%
0.0368	3	< 0.1%
0.0682	3	< 0.1%
0.0707	1	< 0.1%
0.0714	11	0.1%
0.0781	9	< 0.1%
0.0818	2	< 0.1%

Value	Count	Frequency (%)
0.9275	1	< 0.1%
0.894	4	< 0.1%
0.8893	1	< 0.1%
0.8888	3	< 0.1%
0.8887	1	< 0.1%
0.8856	1	< 0.1%
0.8817	1	< 0.1%
0.8815	1	< 0.1%
0.8767	2	< 0.1%
0.8487	3	< 0.1%

Square_Index
Real number (ℝ)

Distinct	1118
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57452039

Minimum	0.0083
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0.0083
5-th percentile	0.15863
Q1	0.37575
median	0.5454
Q3	0.8182
95-th percentile	0.96233
Maximum	1
Range	0.9917
Interquartile range (IQR)	0.44245

Descriptive statistics

Standard deviation	0.25943588
Coefficient of variation (CV)	0.45156949
Kurtosis	-1.1548399
Mean	0.57452039
Median Absolute Deviation (MAD)	0.2046
Skewness	0.010508861
Sum	11041.707
Variance	0.067306975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	723	3.8%
0.8	545	2.8%
0.5	506	2.6%
0.6667	398	2.1%
0.4	389	2.0%
0.3333	366	1.9%
0.8889	349	1.8%
0.8571	346	1.8%
0.75	306	1.6%
0.9167	291	1.5%
Other values (1108)	15000	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0083	1	< 0.1%
0.0261	3	< 0.1%
0.0294	7	< 0.1%
0.0296	1	< 0.1%
0.0368	1	< 0.1%
0.0374	1	< 0.1%
0.039	1	< 0.1%
0.0393	6	< 0.1%
0.03939	2	< 0.1%
0.0396	2	< 0.1%

Value	Count	Frequency (%)
1	723	3.8%
0.9976	1	< 0.1%
0.9955	3	< 0.1%
0.9945	2	< 0.1%
0.9944	1	< 0.1%
0.9943	1	< 0.1%
0.9942	29	0.2%
0.993	2	< 0.1%
0.9915	1	< 0.1%
0.9912	6	< 0.1%

Outside_X_Index
Real number (ℝ)

HIGH CORRELATION

Distinct	525
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.030609355

Minimum	0.0015
Maximum	0.6651
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0.0015
5-th percentile	0.0044
Q1	0.0066
median	0.0095
Q3	0.0191
95-th percentile	0.1289
Maximum	0.6651
Range	0.6636
Interquartile range (IQR)	0.0125

Descriptive statistics

Standard deviation	0.047301941
Coefficient of variation (CV)	1.5453426
Kurtosis	20.010556
Mean	0.030609355
Median Absolute Deviation (MAD)	0.0041
Skewness	3.1192074
Sum	588.2812
Variance	0.0022374737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0059	921	4.8%
0.0066	824	4.3%
0.0088	687	3.6%
0.0081	665	3.5%
0.0047	514	2.7%
0.0053	499	2.6%
0.0103	491	2.6%
0.0044	476	2.5%
0.0071	472	2.5%
0.0074	459	2.4%
Other values (515)	13211	68.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0015	3	< 0.1%
0.0022	10	0.1%
0.0024	2	< 0.1%
0.0029	18	0.1%
0.003	23	0.1%
0.0034	1	< 0.1%
0.0035	22	0.1%
0.0036	65	0.3%
0.0037	279	1.5%
0.0038	1	< 0.1%

Value	Count	Frequency (%)
0.6651	1	< 0.1%
0.6228	1	< 0.1%
0.6226	2	< 0.1%
0.6209	2	< 0.1%
0.5906	1	< 0.1%
0.5692	4	< 0.1%
0.4964	6	< 0.1%
0.4957	5	< 0.1%
0.4698	2	< 0.1%
0.3878	3	< 0.1%

Edges_X_Index
Real number (ℝ)

HIGH CORRELATION

Distinct	1102
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.61474948

Minimum	0.0144
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0.0144
5-th percentile	0.2358
Q1	0.4516
median	0.6364
Q3	0.7857
95-th percentile	1
Maximum	1
Range	0.9856
Interquartile range (IQR)	0.3341

Descriptive statistics

Standard deviation	0.22239127
Coefficient of variation (CV)	0.36175919
Kurtosis	-0.77946537
Mean	0.61474948
Median Absolute Deviation (MAD)	0.1636
Skewness	-0.24619622
Sum	11814.87
Variance	0.049457878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	968	5.0%
0.8	723	3.8%
0.5	581	3.0%
0.6667	497	2.6%
0.75	453	2.4%
0.8571	264	1.4%
0.8333	253	1.3%
0.7143	228	1.2%
0.5833	216	1.1%
0.8889	214	1.1%
Other values (1092)	14822	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0144	1	< 0.1%
0.0704	1	< 0.1%
0.0714	2	< 0.1%
0.0717	4	< 0.1%
0.0724	3	< 0.1%
0.0734	1	< 0.1%
0.0754	1	< 0.1%
0.0782	3	< 0.1%
0.0794	2	< 0.1%
0.0795	1	< 0.1%

Value	Count	Frequency (%)
1	968	5.0%
0.9879	1	< 0.1%
0.9828	4	< 0.1%
0.9796	1	< 0.1%
0.9776	1	< 0.1%
0.975	8	< 0.1%
0.9688	21	0.1%
0.9682	4	< 0.1%
0.9671	7	< 0.1%
0.9655	1	< 0.1%

Edges_Y_Index
Real number (ℝ)

HIGH CORRELATION

Distinct	900
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8316521

Minimum	0.105
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0.105
5-th percentile	0.4118
Q1	0.6552
median	0.9643
Q3	1
95-th percentile	1
Maximum	1
Range	0.895
Interquartile range (IQR)	0.3448

Descriptive statistics

Standard deviation	0.22096603
Coefficient of variation (CV)	0.26569527
Kurtosis	-0.56140074
Mean	0.8316521
Median Absolute Deviation (MAD)	0.0357
Skewness	-0.98445142
Sum	15983.522
Variance	0.048825985
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	8659	45.1%
0.6667	201	1.0%
0.9231	198	1.0%
0.5	192	1.0%
0.8333	167	0.9%
0.8	151	0.8%
0.9286	147	0.8%
0.8182	135	0.7%
0.75	133	0.7%
0.8571	133	0.7%
Other values (890)	9103	47.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.105	2	< 0.1%
0.1123	2	< 0.1%
0.1132	1	< 0.1%
0.1229	1	< 0.1%
0.1272	1	< 0.1%
0.1312	6	< 0.1%
0.1321	7	< 0.1%
0.1329	1	< 0.1%
0.1378	1	< 0.1%
0.1379	3	< 0.1%

Value	Count	Frequency (%)
1	8659	45.1%
0.9995	1	< 0.1%
0.9994	3	< 0.1%
0.9992	1	< 0.1%
0.9977	2	< 0.1%
0.9973	5	< 0.1%
0.9972	1	< 0.1%
0.9955	1	< 0.1%
0.9953	1	< 0.1%
0.9931	16	0.1%

Outside_Global_Index
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

1.0	11022
0.0	7489
0.5	706
-0.0	1
0.7	1

Length

Max length	4
Median length	3
Mean length	3.000052
Min length	3

Characters and Unicode

Total characters	57658
Distinct characters	6
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	11022	57.3%
0.0	7489	39.0%
0.5	706	3.7%
-0.0	1	< 0.1%
0.7	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	11022	57.3%
0.0	7490	39.0%
0.5	706	3.7%
0.7	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	26709	46.3%
.	19219	33.3%
1	11022	19.1%
5	706	1.2%
-	1	< 0.1%
7	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	38438	66.7%
Other Punctuation	19219	33.3%
Dash Punctuation	1	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	26709	69.5%
1	11022	28.7%
5	706	1.8%
7	1	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	19219	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	57658	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	26709	46.3%
.	19219	33.3%
1	11022	19.1%
5	706	1.2%
-	1	< 0.1%
7	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	57658	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	26709	46.3%
.	19219	33.3%
1	11022	19.1%
5	706	1.2%
-	1	< 0.1%
7	1	< 0.1%

LogOfAreas
Real number (ℝ)

HIGH CORRELATION

Distinct	1072
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4734746

Minimum	0.7782
Maximum	4.5543
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0.7782
5-th percentile	1.7076
Q1	1.9494
median	2.2279
Q3	2.8149
95-th percentile	3.9812
Maximum	4.5543
Range	3.7761
Interquartile range (IQR)	0.8655

Descriptive statistics

Standard deviation	0.76057514
Coefficient of variation (CV)	0.3074926
Kurtosis	-0.25330946
Mean	2.4734746
Median Absolute Deviation (MAD)	0.3587
Skewness	0.85908048
Sum	47537.708
Variance	0.57847454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.716	262	1.4%
2.0043	227	1.2%
2.0569	222	1.2%
1.7404	203	1.1%
1.8692	180	0.9%
2.0334	179	0.9%
2.0414	168	0.9%
2.2304	166	0.9%
2.1461	162	0.8%
2.2648	161	0.8%
Other values (1062)	17289	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.7782	22	0.1%
0.8451	2	< 0.1%
0.9031	3	< 0.1%
0.9138	1	< 0.1%
0.9542	4	< 0.1%
1	3	< 0.1%
1.0414	7	< 0.1%
1.0792	97	0.5%
1.1139	1	< 0.1%
1.1461	1	< 0.1%

Value	Count	Frequency (%)
4.5543	1	< 0.1%
4.4885	1	< 0.1%
4.4061	2	< 0.1%
4.4035	2	< 0.1%
4.3962	1	< 0.1%
4.3961	1	< 0.1%
4.3868	3	< 0.1%
4.3632	1	< 0.1%
4.3631	1	< 0.1%
4.3581	1	< 0.1%

Log_X_Index
Real number (ℝ)

HIGH CORRELATION

Distinct	206
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3126668

Minimum	0.301
Maximum	2.9973
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0.301
5-th percentile	0.8451
Q1	1
median	1.1461
Q3	1.4314
95-th percentile	2.243
Maximum	2.9973
Range	2.6963
Interquartile range (IQR)	0.4314

Descriptive statistics

Standard deviation	0.46784765
Coefficient of variation (CV)	0.35641007
Kurtosis	-0.064481267
Mean	1.3126668
Median Absolute Deviation (MAD)	0.1919
Skewness	1.0983306
Sum	25228.143
Variance	0.21888142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0792	1547	8.0%
0.9542	1503	7.8%
0.9031	1307	6.8%
1.0414	1270	6.6%
1	1150	6.0%
1.1139	1019	5.3%
1.1461	790	4.1%
0.8451	739	3.8%
1.2305	675	3.5%
1.1761	590	3.1%
Other values (196)	8629	44.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.301	2	< 0.1%
0.4771	9	< 0.1%
0.6021	40	0.2%
0.699	278	1.4%
0.7634	1	< 0.1%
0.7782	576	3.0%
0.7903	1	< 0.1%
0.8451	739	3.8%
0.8772	1	< 0.1%
0.9031	1307	6.8%

Value	Count	Frequency (%)
2.9973	1	< 0.1%
2.9385	4	< 0.1%
2.9335	2	< 0.1%
2.8882	1	< 0.1%
2.842	8	< 0.1%
2.8414	3	< 0.1%
2.8048	1	< 0.1%
2.7543	1	< 0.1%
2.7324	1	< 0.1%
2.7235	4	< 0.1%

Log_Y_Index
Real number (ℝ)

HIGH CORRELATION

Distinct	241
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3897366

Minimum	0
Maximum	4.0333
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.7782
Q1	1.0792
median	1.3222
Q3	1.7076
95-th percentile	2.2014
Maximum	4.0333
Range	4.0333
Interquartile range (IQR)	0.6284

Descriptive statistics

Standard deviation	0.4055493
Coefficient of variation (CV)	0.29181738
Kurtosis	-0.17335392
Mean	1.3897366
Median Absolute Deviation (MAD)	0.2689
Skewness	0.38716021
Sum	26709.348
Variance	0.16447023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0792	1073	5.6%
1.0414	917	4.8%
1.1461	729	3.8%
1	687	3.6%
1.1139	662	3.4%
1.1761	617	3.2%
1.301	590	3.1%
1.2553	577	3.0%
0.9031	515	2.7%
1.2305	489	2.5%
Other values (231)	12363	64.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
0.301	17	0.1%
0.4771	102	0.5%
0.6021	405	2.1%
0.6432	1	< 0.1%
0.699	280	1.5%
0.7782	258	1.3%
0.8451	262	1.4%
0.9031	515	2.7%
0.9542	439	2.3%

Value	Count	Frequency (%)
4.0333	1	< 0.1%
3.3508	1	< 0.1%
3.0394	1	< 0.1%
2.776	2	< 0.1%
2.6464	1	< 0.1%
2.6405	1	< 0.1%
2.6294	4	< 0.1%
2.6181	7	< 0.1%
2.6149	1	< 0.1%
2.6021	1	< 0.1%

Orientation_Index
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1598
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10274234

Minimum	-0.9884
Maximum	0.9917
Zeros	735
Zeros (%)	3.8%
Negative	7493
Negative (%)	39.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	-0.9884
5-th percentile	-0.6333
Q1	-0.2727
median	0.1111
Q3	0.5294
95-th percentile	0.8082
Maximum	0.9917
Range	1.9801
Interquartile range (IQR)	0.8021

Descriptive statistics

Standard deviation	0.48768051
Coefficient of variation (CV)	4.746636
Kurtosis	-1.0936499
Mean	0.10274234
Median Absolute Deviation (MAD)	0.4052
Skewness	-0.18917339
Sum	1974.6051
Variance	0.23783228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	735	3.8%
0.5	304	1.6%
0.6667	284	1.5%
-0.2	284	1.5%
0.2	261	1.4%
0.3333	243	1.3%
0.1818	207	1.1%
-0.5	202	1.1%
-0.6	200	1.0%
0.6	189	1.0%
Other values (1588)	16310	84.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.9884	1	< 0.1%
-0.9809	1	< 0.1%
-0.9706	5	< 0.1%
-0.9604	2	< 0.1%
-0.9592	2	< 0.1%
-0.9565	1	< 0.1%
-0.9559	3	< 0.1%
-0.9552	3	< 0.1%
-0.9546	4	< 0.1%
-0.9514	3	< 0.1%

Value	Count	Frequency (%)
0.9917	1	< 0.1%
0.9739	3	< 0.1%
0.9706	2	< 0.1%
0.9661	2	< 0.1%
0.9632	1	< 0.1%
0.961	1	< 0.1%
0.9607	6	< 0.1%
0.9604	1	< 0.1%
0.9592	3	< 0.1%
0.9578	2	< 0.1%

Luminosity_Index
Real number (ℝ)

HIGH CORRELATION

Distinct	2046
Distinct (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.13838179

Minimum	-0.885
Maximum	0.6421
Zeros	1
Zeros (%)	< 0.1%
Negative	17707
Negative (%)	92.1%
Memory size	150.3 KiB

Quantile statistics

Minimum	-0.885
5-th percentile	-0.3061
Q1	-0.1925
median	-0.1426
Q3	-0.084
95-th percentile	0.0101
Maximum	0.6421
Range	1.5271
Interquartile range (IQR)	0.1085

Descriptive statistics

Standard deviation	0.120344
Coefficient of variation (CV)	-0.86965205
Kurtosis	6.9017166
Mean	-0.13838179
Median Absolute Deviation (MAD)	0.0534
Skewness	0.77771247
Sum	-2659.5595
Variance	0.014482679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1851	117	0.6%
-0.1865	93	0.5%
-0.1861	80	0.4%
-0.1078	79	0.4%
-0.1903	79	0.4%
-0.0971	77	0.4%
-0.2395	76	0.4%
-0.0481	73	0.4%
-0.1855	68	0.4%
-0.0019	68	0.4%
Other values (2036)	18409	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.885	3	< 0.1%
-0.6096	2	< 0.1%
-0.6017	4	< 0.1%
-0.5986	1	< 0.1%
-0.5971	9	< 0.1%
-0.594	3	< 0.1%
-0.5902	1	< 0.1%
-0.585	3	< 0.1%
-0.5816	3	< 0.1%
-0.5811	1	< 0.1%

Value	Count	Frequency (%)
0.6421	1	< 0.1%
0.5917	3	< 0.1%
0.5916	10	0.1%
0.5909	4	< 0.1%
0.5799	10	0.1%
0.5613	3	< 0.1%
0.5591	4	< 0.1%
0.5552	6	< 0.1%
0.5518	5	< 0.1%
0.5412	1	< 0.1%

SigmoidOfAreas
Real number (ℝ)

HIGH CORRELATION

Distinct	467
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57190219

Minimum	0.119
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	150.3 KiB

Quantile statistics

Minimum	0.119
5-th percentile	0.1753
Q1	0.2532
median	0.4729
Q3	0.9994
95-th percentile	1
Maximum	1
Range	0.881
Interquartile range (IQR)	0.7462

Descriptive statistics

Standard deviation	0.33221863
Coefficient of variation (CV)	0.58090112
Kurtosis	-1.6376523
Mean	0.57190219
Median Absolute Deviation (MAD)	0.2711
Skewness	0.22253574
Sum	10991.388
Variance	0.11036922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	4075	21.2%
0.1773	366	1.9%
0.9998	352	1.8%
0.2901	348	1.8%
0.2288	291	1.5%
0.2432	278	1.4%
0.1852	266	1.4%
0.2173	230	1.2%
0.3068	226	1.2%
0.2583	223	1.2%
Other values (457)	12564	65.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.119	2	< 0.1%
0.1232	1	< 0.1%
0.124	9	< 0.1%
0.1262	22	0.1%
0.1284	6	< 0.1%
0.1292	23	0.1%
0.1307	11	0.1%
0.1322	138	0.7%
0.133	7	< 0.1%
0.1353	69	0.4%

Value	Count	Frequency (%)
1	4075	21.2%
0.9999	185	1.0%
0.9998	352	1.8%
0.9997	96	0.5%
0.9996	52	0.3%
0.9995	19	0.1%
0.9994	39	0.2%
0.9993	48	0.2%
0.9992	29	0.2%
0.9991	20	0.1%

Pastry
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	17753
1	1466

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	19219
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	17753	92.4%
1	1466	7.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	17753	92.4%
1	1466	7.6%

Most occurring characters

Value	Count	Frequency (%)
0	17753	92.4%
1	1466	7.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19219	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	17753	92.4%
1	1466	7.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	19219	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	17753	92.4%
1	1466	7.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19219	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	17753	92.4%
1	1466	7.6%

Z_Scratch
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	18069
1	1150

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	19219
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	18069	94.0%
1	1150	6.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	18069	94.0%
1	1150	6.0%

Most occurring characters

Value	Count	Frequency (%)
0	18069	94.0%
1	1150	6.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19219	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18069	94.0%
1	1150	6.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	19219	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18069	94.0%
1	1150	6.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19219	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18069	94.0%
1	1150	6.0%

K_Scatch
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	15787
1	3432

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	19219
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	15787	82.1%
1	3432	17.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	15787	82.1%
1	3432	17.9%

Most occurring characters

Value	Count	Frequency (%)
0	15787	82.1%
1	3432	17.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19219	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15787	82.1%
1	3432	17.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	19219	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15787	82.1%
1	3432	17.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19219	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15787	82.1%
1	3432	17.9%

Stains
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	18651
1	568

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	19219
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	18651	97.0%
1	568	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	18651	97.0%
1	568	3.0%

Most occurring characters

Value	Count	Frequency (%)
0	18651	97.0%
1	568	3.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19219	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18651	97.0%
1	568	3.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	19219	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18651	97.0%
1	568	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19219	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18651	97.0%
1	568	3.0%

Dirtiness
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	18734
1	485

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	19219
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	18734	97.5%
1	485	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	18734	97.5%
1	485	2.5%

Most occurring characters

Value	Count	Frequency (%)
0	18734	97.5%
1	485	2.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19219	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18734	97.5%
1	485	2.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	19219	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18734	97.5%
1	485	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19219	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18734	97.5%
1	485	2.5%

Bumps
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	14456
1	4763

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	19219
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	14456	75.2%
1	4763	24.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	14456	75.2%
1	4763	24.8%

Most occurring characters

Value	Count	Frequency (%)
0	14456	75.2%
1	4763	24.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19219	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14456	75.2%
1	4763	24.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	19219	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14456	75.2%
1	4763	24.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19219	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14456	75.2%
1	4763	24.8%

Other_Faults
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	12661
1	6558

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	19219
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	12661	65.9%
1	6558	34.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	12661	65.9%
1	6558	34.1%

Most occurring characters

Value	Count	Frequency (%)
0	12661	65.9%
1	6558	34.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19219	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	12661	65.9%
1	6558	34.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	19219	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	12661	65.9%
1	6558	34.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19219	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	12661	65.9%
1	6558	34.1%

Auto

Heatmap
Table

	Bumps	Dirtiness	Edges_Index	Edges_X_Index	Edges_Y_Index	Empty_Index	K_Scatch	Length_of_Conveyer	LogOfAreas	Log_X_Index	Log_Y_Index	Luminosity_Index	Maximum_of_Luminosity	Minimum_of_Luminosity	Orientation_Index	Other_Faults	Outside_Global_Index	Outside_X_Index	Pastry	Pixels_Areas	SigmoidOfAreas	Square_Index	Stains	Steel_Plate_Thickness	Sum_of_Luminosity	TypeOfSteel_A300	TypeOfSteel_A400	X_Maximum	X_Minimum	X_Perimeter	Y_Maximum	Y_Minimum	Y_Perimeter	Z_Scratch	id
Bumps	1.000	0.092	0.204	0.159	0.197	-0.147	0.267	0.159	-0.218	-0.135	-0.243	-0.049	-0.066	0.089	0.021	0.413	0.088	-0.149	0.165	-0.218	-0.220	0.175	0.100	0.125	-0.218	0.246	0.245	0.177	0.192	-0.215	0.034	0.033	-0.250	0.144	0.000
Dirtiness	0.092	1.000	0.052	-0.096	0.077	-0.013	0.074	-0.037	0.012	-0.081	0.057	0.063	0.040	0.087	0.154	0.115	0.105	-0.070	0.045	0.012	0.010	-0.130	0.026	0.034	0.014	0.079	0.080	0.039	0.043	-0.007	-0.006	-0.003	0.037	0.039	-0.003
Edges_Index	0.204	0.052	1.000	0.233	0.264	-0.161	0.494	0.078	-0.380	-0.285	-0.382	0.224	0.159	0.384	0.037	0.131	0.085	-0.276	0.045	-0.380	-0.368	0.126	0.164	0.180	-0.352	0.190	0.188	0.162	0.189	-0.350	-0.019	-0.017	-0.391	0.121	-0.007
Edges_X_Index	0.159	-0.096	0.233	1.000	0.183	-0.332	0.362	0.037	-0.540	-0.200	-0.632	0.032	-0.054	0.195	-0.416	0.097	0.237	-0.217	0.136	-0.539	-0.530	0.308	0.282	0.052	-0.524	0.232	0.230	0.082	0.094	-0.562	0.038	0.039	-0.609	0.076	-0.010
Edges_Y_Index	0.197	0.077	0.264	0.183	1.000	-0.580	0.751	0.204	-0.593	-0.803	-0.440	-0.096	-0.185	0.269	0.537	0.217	0.339	-0.805	0.217	-0.592	-0.633	0.082	0.084	0.356	-0.607	0.319	0.316	0.313	0.367	-0.745	-0.045	-0.045	-0.573	0.091	-0.001
Empty_Index	-0.147	-0.013	-0.161	-0.332	-0.580	1.000	0.309	-0.177	0.432	0.535	0.371	0.153	0.180	-0.032	-0.179	0.071	0.161	0.548	0.140	0.432	0.492	-0.117	0.067	-0.158	0.442	0.193	0.192	-0.149	-0.170	0.576	-0.019	-0.021	0.451	0.088	-0.001
K_Scatch	0.267	0.074	0.494	0.362	0.751	0.309	1.000	-0.174	0.582	0.590	0.516	-0.053	0.080	-0.500	-0.405	0.330	0.334	0.594	0.133	0.582	0.563	-0.049	0.081	-0.493	0.580	0.375	0.372	-0.399	-0.474	0.581	0.106	0.105	0.562	0.117	-0.000
Length_of_Conveyer	0.159	-0.037	0.078	0.037	0.204	-0.177	-0.174	1.000	-0.151	-0.169	-0.127	-0.094	-0.029	-0.064	0.157	0.158	0.112	-0.255	0.168	-0.151	-0.176	0.153	0.121	0.269	-0.165	0.470	0.467	0.234	0.239	-0.185	-0.010	-0.011	-0.159	0.182	0.001
LogOfAreas	-0.218	0.012	-0.380	-0.540	-0.593	0.432	0.582	-0.151	1.000	0.747	0.905	-0.167	0.010	-0.517	-0.036	0.248	0.267	0.749	0.142	0.998	0.962	-0.320	0.684	-0.317	0.968	0.432	0.428	-0.306	-0.366	0.878	0.031	0.030	0.936	0.126	-0.004
Log_X_Index	-0.135	-0.081	-0.285	-0.200	-0.803	0.535	0.590	-0.169	0.747	1.000	0.585	-0.060	0.076	-0.405	-0.467	0.247	0.283	0.983	0.192	0.747	0.788	-0.097	0.395	-0.353	0.748	0.374	0.370	-0.305	-0.366	0.863	0.056	0.056	0.683	0.134	-0.003
Log_Y_Index	-0.243	0.057	-0.382	-0.632	-0.440	0.371	0.516	-0.127	0.905	0.585	1.000	-0.177	-0.009	-0.497	0.191	0.188	0.263	0.591	0.132	0.905	0.898	-0.406	0.567	-0.257	0.878	0.399	0.396	-0.271	-0.326	0.793	0.020	0.019	0.962	0.076	-0.006
Luminosity_Index	-0.049	0.063	0.224	0.032	-0.096	0.153	-0.053	-0.094	-0.167	-0.060	-0.177	1.000	0.832	0.726	-0.092	0.092	0.089	-0.034	0.114	-0.167	-0.147	0.101	0.184	-0.136	-0.091	0.229	0.229	-0.064	-0.048	-0.069	-0.042	-0.045	-0.139	0.048	0.006
Maximum_of_Luminosity	-0.066	0.040	0.159	-0.054	-0.185	0.180	0.080	-0.029	0.010	0.076	-0.009	0.832	1.000	0.462	-0.100	0.054	0.081	0.091	0.069	0.009	0.018	0.093	0.108	-0.152	0.076	0.230	0.229	-0.120	-0.120	0.084	-0.049	-0.052	0.024	0.074	0.001
Minimum_of_Luminosity	0.089	0.087	0.384	0.195	0.269	-0.032	-0.500	-0.064	-0.517	-0.405	-0.497	0.726	0.462	1.000	0.098	0.233	0.209	-0.379	0.136	-0.516	-0.473	0.048	0.223	0.144	-0.453	0.385	0.383	0.190	0.252	-0.430	-0.095	-0.094	-0.484	0.105	0.006
Orientation_Index	0.021	0.154	0.037	-0.416	0.537	-0.179	-0.405	0.157	-0.036	-0.467	0.191	-0.092	-0.100	0.098	1.000	0.170	0.628	-0.459	0.278	-0.035	-0.069	-0.287	0.230	0.287	-0.059	0.268	0.267	0.204	0.244	-0.204	-0.089	-0.090	0.057	0.084	0.009
Other_Faults	0.413	0.115	0.131	0.097	0.217	0.071	0.330	0.158	0.248	0.247	0.188	0.092	0.054	0.233	0.170	1.000	0.078	-0.135	0.206	-0.145	-0.132	-0.007	0.125	0.178	-0.143	0.064	0.063	0.142	0.158	-0.128	-0.056	-0.057	-0.136	0.181	-0.005
Outside_Global_Index	0.088	0.105	0.085	0.237	0.339	0.161	0.334	0.112	0.267	0.283	0.263	0.089	0.081	0.209	0.628	0.078	1.000	-0.423	0.225	-0.046	-0.091	-0.114	0.163	0.232	-0.069	0.099	0.099	0.162	0.196	-0.217	-0.053	-0.055	0.021	0.055	0.011
Outside_X_Index	-0.149	-0.070	-0.276	-0.217	-0.805	0.548	0.594	-0.255	0.749	0.983	0.591	-0.034	0.091	-0.379	-0.459	-0.135	-0.423	1.000	0.130	0.748	0.791	-0.115	0.078	-0.380	0.752	0.351	0.348	-0.322	-0.382	0.866	0.056	0.056	0.690	0.103	-0.004
Pastry	0.165	0.045	0.045	0.136	0.217	0.140	0.133	0.168	0.142	0.192	0.132	0.114	0.069	0.136	0.278	0.206	0.225	0.130	1.000	-0.023	-0.040	-0.155	0.049	0.105	-0.035	0.000	0.001	0.098	0.107	-0.098	-0.027	-0.026	0.012	0.072	0.006
Pixels_Areas	-0.218	0.012	-0.380	-0.539	-0.592	0.432	0.582	-0.151	0.998	0.747	0.905	-0.167	0.009	-0.516	-0.035	-0.145	-0.046	0.748	-0.023	1.000	0.961	-0.320	0.013	-0.317	0.967	0.082	0.078	-0.306	-0.367	0.878	0.031	0.030	0.935	0.022	-0.003
SigmoidOfAreas	-0.220	0.010	-0.368	-0.530	-0.633	0.492	0.563	-0.176	0.962	0.788	0.898	-0.147	0.018	-0.473	-0.069	-0.132	-0.091	0.791	-0.040	0.961	1.000	-0.343	0.362	-0.311	0.941	0.370	0.367	-0.300	-0.356	0.907	0.025	0.023	0.941	0.082	-0.002
Square_Index	0.175	-0.130	0.126	0.308	0.082	-0.117	-0.049	0.153	-0.320	-0.097	-0.406	0.101	0.093	0.048	-0.287	-0.007	-0.114	-0.115	-0.155	-0.320	-0.343	1.000	0.119	0.002	-0.314	0.249	0.249	0.024	0.038	-0.291	0.035	0.034	-0.403	0.048	0.007
Stains	0.100	0.026	0.164	0.282	0.084	0.067	0.081	0.121	0.684	0.395	0.567	0.184	0.108	0.223	0.230	0.125	0.163	0.078	0.049	0.013	0.362	0.119	1.000	-0.045	-0.266	0.121	0.121	0.034	0.039	-0.249	-0.047	-0.045	-0.272	0.043	0.004
Steel_Plate_Thickness	0.125	0.034	0.180	0.052	0.356	-0.158	-0.493	0.269	-0.317	-0.353	-0.257	-0.136	-0.152	0.144	0.287	0.178	0.232	-0.380	0.105	-0.317	-0.311	0.002	-0.045	1.000	-0.332	0.717	0.715	0.229	0.270	-0.330	-0.093	-0.087	-0.298	0.292	0.008
Sum_of_Luminosity	-0.218	0.014	-0.352	-0.524	-0.607	0.442	0.580	-0.165	0.968	0.748	0.878	-0.091	0.076	-0.453	-0.059	-0.143	-0.069	0.752	-0.035	0.967	0.941	-0.314	-0.266	-0.332	1.000	0.171	0.166	-0.315	-0.374	0.871	0.030	0.029	0.915	0.056	-0.004
TypeOfSteel_A300	0.246	0.079	0.190	0.232	0.319	0.193	0.375	0.470	0.432	0.374	0.399	0.229	0.230	0.385	0.268	0.064	0.099	0.351	0.000	0.082	0.370	0.249	0.121	0.717	0.171	1.000	0.998	0.163	0.201	-0.320	0.033	0.033	-0.370	0.190	0.000
TypeOfSteel_A400	0.245	0.080	0.188	0.230	0.316	0.192	0.372	0.467	0.428	0.370	0.396	0.229	0.229	0.383	0.267	0.063	0.099	0.348	0.001	0.078	0.367	0.249	0.121	0.715	0.166	0.998	1.000	-0.162	-0.199	0.317	-0.033	-0.033	0.367	0.189	-0.001
X_Maximum	0.177	0.039	0.162	0.082	0.313	-0.149	-0.399	0.234	-0.306	-0.305	-0.271	-0.064	-0.120	0.190	0.204	0.142	0.162	-0.322	0.098	-0.306	-0.300	0.024	0.034	0.229	-0.315	0.163	-0.162	1.000	0.978	-0.304	-0.022	-0.021	-0.297	0.269	0.004
X_Minimum	0.192	0.043	0.189	0.094	0.367	-0.170	-0.474	0.239	-0.366	-0.366	-0.326	-0.048	-0.120	0.252	0.244	0.158	0.196	-0.382	0.107	-0.367	-0.356	0.038	0.039	0.270	-0.374	0.201	-0.199	0.978	1.000	-0.362	-0.036	-0.035	-0.355	0.143	0.006
X_Perimeter	-0.215	-0.007	-0.350	-0.562	-0.745	0.576	0.581	-0.185	0.878	0.863	0.793	-0.069	0.084	-0.430	-0.204	-0.128	-0.217	0.866	-0.098	0.878	0.907	-0.291	-0.249	-0.330	0.871	-0.320	0.317	-0.304	-0.362	1.000	0.030	0.030	0.865	0.022	0.000
Y_Maximum	0.034	-0.006	-0.019	0.038	-0.045	-0.019	0.106	-0.010	0.031	0.056	0.020	-0.042	-0.049	-0.095	-0.089	-0.056	-0.053	0.056	-0.027	0.031	0.025	0.035	-0.047	-0.093	0.030	0.033	-0.033	-0.022	-0.036	0.030	1.000	0.974	0.024	0.020	-0.005
Y_Minimum	0.033	-0.003	-0.017	0.039	-0.045	-0.021	0.105	-0.011	0.030	0.056	0.019	-0.045	-0.052	-0.094	-0.090	-0.057	-0.055	0.056	-0.026	0.030	0.023	0.034	-0.045	-0.087	0.029	0.033	-0.033	-0.021	-0.035	0.030	0.974	1.000	0.024	0.020	-0.005
Y_Perimeter	-0.250	0.037	-0.391	-0.609	-0.573	0.451	0.562	-0.159	0.936	0.683	0.962	-0.139	0.024	-0.484	0.057	-0.136	0.021	0.690	0.012	0.935	0.941	-0.403	-0.272	-0.298	0.915	-0.370	0.367	-0.297	-0.355	0.865	0.024	0.024	1.000	0.083	-0.004
Z_Scratch	0.144	0.039	0.121	0.076	0.091	0.088	0.117	0.182	0.126	0.134	0.076	0.048	0.074	0.105	0.084	0.181	0.055	0.103	0.072	0.022	0.082	0.048	0.043	0.292	0.056	0.190	0.189	0.269	0.143	0.022	0.020	0.020	0.083	1.000	0.003
id	0.000	-0.003	-0.007	-0.010	-0.001	-0.001	-0.000	0.001	-0.004	-0.003	-0.006	0.006	0.001	0.006	0.009	-0.005	0.011	-0.004	0.006	-0.003	-0.002	0.007	0.004	0.008	-0.004	0.000	-0.001	0.004	0.006	0.000	-0.005	-0.005	-0.004	0.003	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	X_Minimum	X_Maximum	Y_Minimum	Y_Maximum	Pixels_Areas	X_Perimeter	Y_Perimeter	Sum_of_Luminosity	Minimum_of_Luminosity	Maximum_of_Luminosity	Length_of_Conveyer	TypeOfSteel_A300	TypeOfSteel_A400	Steel_Plate_Thickness	Edges_Index	Empty_Index	Square_Index	Outside_X_Index	Edges_X_Index	Edges_Y_Index	Outside_Global_Index	LogOfAreas	Log_X_Index	Log_Y_Index	Orientation_Index	Luminosity_Index	SigmoidOfAreas	Pastry	K_Scatch	Stains	Bumps	Other_Faults
0	0	584	590	909972	909977	16	8	5	2274	113	140	1358	0	1	50	0.7393	0.4000	0.5000	0.0059	1.0000	1.0000	0.0	1.2041	0.9031	0.6990	-0.5000	-0.0104	0.1417	0	0	1	0	0
1	1	808	816	728350	728372	433	20	54	44478	70	111	1687	1	0	80	0.7772	0.2878	0.2581	0.0044	0.2500	1.0000	1.0	2.6365	0.7782	1.7324	0.7419	-0.2997	0.9491	0	0	0	0	1
2	2	39	192	2212076	2212144	11388	705	420	1311391	29	141	1400	0	1	40	0.0557	0.5282	0.9895	0.1077	0.2363	0.3857	0.0	4.0564	2.1790	2.2095	-0.0105	-0.0944	1.0000	0	1	0	0	0
3	3	781	789	3353146	3353173	210	16	29	3202	114	134	1387	0	1	40	0.7202	0.3333	0.3333	0.0044	0.3750	0.9310	1.0	2.3222	0.7782	1.4314	0.6667	-0.0402	0.4025	0	1	0	0	0
4	4	1540	1560	618457	618502	521	72	67	48231	82	111	1692	0	1	300	0.1211	0.5347	0.0842	0.0192	0.2105	0.9861	1.0	2.7694	1.4150	1.8808	0.9158	-0.2455	0.9998	0	0	0	0	1
5	5	1009	1033	899231	899307	409	22	26	47513	86	118	1650	1	0	70	0.2761	0.4136	0.4091	0.0053	0.5454	1.0000	1.0	2.6117	0.9542	1.4150	0.5909	-0.1890	0.8749	0	0	0	0	1
6	6	596	607	739072	7390760	204	21	21	22478	89	127	1373	0	1	40	0.8331	0.2744	0.6842	0.0110	0.7143	1.0000	1.0	2.3096	1.1761	1.3222	0.3158	-0.1497	0.5212	0	0	0	1	0
7	7	1673	1687	294065	294091	571	38	57	53142	77	110	1692	0	1	300	0.1491	0.4326	0.9643	0.0142	0.5686	0.7179	1.0	2.7528	1.3802	1.7559	0.0357	-0.2661	0.9408	1	0	0	0	0
8	8	507	521	203252	203261	101	25	12	12530	124	140	1360	0	1	40	0.7210	0.4815	0.3333	0.0176	0.8000	0.7500	0.0	2.0043	1.3802	0.7782	-0.6667	0.0305	0.3601	0	0	0	0	0
9	9	893	907	1341292	1341296	54	6	15	7052	87	133	1687	1	0	60	0.8088	0.2000	0.5333	0.0037	0.8333	1.0000	1.0	1.7324	0.6990	1.1761	0.4667	-0.1228	0.1400	0	0	0	1	0

	id	X_Minimum	X_Maximum	Y_Minimum	Y_Maximum	Pixels_Areas	X_Perimeter	Y_Perimeter	Sum_of_Luminosity	Minimum_of_Luminosity	Maximum_of_Luminosity	Length_of_Conveyer	TypeOfSteel_A300	TypeOfSteel_A400	Steel_Plate_Thickness	Edges_Index	Empty_Index	Square_Index	Outside_X_Index	Edges_X_Index	Edges_Y_Index	Outside_Global_Index	LogOfAreas	Log_X_Index	Log_Y_Index	Orientation_Index	Luminosity_Index	SigmoidOfAreas	Pastry	K_Scatch	Stains	Bumps	Other_Faults
19209	19209	1065	1084	325780	325796	153	30	17	16835	96	126	1364	0	1	40	0.3979	0.5662	0.9474	0.0139	0.7308	0.6552	0.0	2.1847	1.2787	1.1139	-0.0526	-0.1880	0.5659	0	0	0	0	0
19210	19210	1677	1689	3134228	3134249	226	15	22	21321	79	101	1692	1	0	80	0.0024	0.3788	0.7368	0.0071	0.8000	1.0000	1.0	2.3541	1.0792	1.3424	0.2632	-0.3092	0.4366	0	0	0	1	0
19211	19211	1327	1332	1266537	1266548	52	9	14	5249	90	118	1656	1	0	100	0.0251	0.2000	0.4286	0.0044	0.6667	1.0000	1.0	1.7160	0.7782	1.1461	0.5714	-0.2069	0.1753	0	0	0	0	1
19212	19212	41	192	1512277	1512467	12834	614	374	1487763	27	141	1402	0	1	40	0.0585	0.4816	0.3758	0.1057	0.2674	0.4264	1.0	4.1084	2.1703	2.2253	0.6242	-0.0948	1.0000	0	1	0	0	0
19213	19213	0	28	4662945	4662964	9484	179	200	1320194	19	108	1373	0	1	220	0.0000	0.4881	0.0638	0.0148	0.2383	0.9857	1.0	3.9815	1.3010	2.2967	0.9362	-0.2947	1.0000	0	0	0	0	1
19214	19214	749	757	143210	143219	17	4	4	2193	122	140	1360	0	0	50	0.8950	0.1500	0.8571	0.0044	1.0000	0.8000	0.0	1.2305	0.7782	0.6021	-0.1429	0.0044	0.2901	0	0	1	0	0
19215	19215	723	735	2488529	2488541	231	17	26	27135	104	133	1652	1	0	70	0.9243	0.3254	0.2778	0.0065	0.7333	0.9216	1.0	2.3636	1.0414	1.4150	0.7222	-0.0989	0.5378	0	0	0	0	1
19216	19216	6	31	1578055	1578129	780	114	98	71112	41	94	1358	0	1	200	0.0148	0.4331	0.2281	0.0199	0.1862	0.9554	1.0	2.8921	1.4314	1.8692	0.7719	-0.4283	0.9997	1	0	0	0	0
19217	19217	9	18	1713172	1713184	126	13	26	14808	88	132	1692	1	0	60	0.0192	0.2361	0.0390	0.0068	0.7692	1.0000	1.0	2.1004	1.0414	1.4150	0.9610	-0.1162	0.3509	0	0	0	0	1
19218	19218	1505	1525	1733458	1733471	182	24	33	22785	98	143	1688	1	0	70	0.1684	0.3316	0.4737	0.0083	0.6250	1.0000	1.0	2.2601	1.1461	1.5051	0.5263	-0.1120	0.6619	0	0	0	1	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks